Math Problem Statement

Solve number 9

Solve number 9

Solution

Let's go through the problem in number 9 step by step. Here's what it asks:

Given table:

Quantity Sold and ProducedCostsRevenueProfit
600$9,350$25,000$15,650
1200$18,350$45,600$27,250
1800$27,350$57,650$30,300
3000$45,360$60,000$14,640

Now, let’s solve the subquestions one by one:

9a) Fill in the table and identify at which level profit is maximized.

We are asked to identify the quantity of items where profit is maximized based on the table.

  • Profit = Revenue - Costs
  • The profits are already calculated and filled in for each quantity level:
    • For 600 units: Profit = $25,000 - $9,350 = $15,650
    • For 1200 units: Profit = $45,600 - $18,350 = $27,250
    • For 1800 units: Profit = $57,650 - $27,350 = $30,300
    • For 3000 units: Profit = $60,000 - $45,360 = $14,640

Profit is maximized at 1800 units sold, where the profit is $30,300, as correctly indicated.

9b) What is the average rate of change in Profit between 1200 and 1800 units sold?

The formula for the average rate of change is: Average rate of change=ΔProfitΔQuantity\text{Average rate of change} = \frac{\Delta \text{Profit}}{\Delta \text{Quantity}} Here: ΔProfit=30,30027,250=3,050\Delta \text{Profit} = 30,300 - 27,250 = 3,050 ΔQuantity=18001200=600\Delta \text{Quantity} = 1800 - 1200 = 600 So, the average rate of change in profit is: 3050600=5.08\frac{3050}{600} = 5.08 This means the profit increases by $5.08 for each additional unit sold between 1200 and 1800 units.

9c) Find a quadratic regression equation to model profit and the associated marginal profit function.

You are asked to model the profit as a quadratic function P(x)P(x) based on the given data points. The profit values at x=600,1200,1800,3000x = 600, 1200, 1800, 3000 can be used to estimate this quadratic function of the form: P(x)=ax2+bx+cP(x) = ax^2 + bx + c Where:

  • P(600)=15650P(600) = 15650
  • P(1200)=27250P(1200) = 27250
  • P(1800)=30300P(1800) = 30300
  • P(3000)=14640P(3000) = 14640

From your work and based on the hint about Desmos, you already found the regression equation: P(x)=30501200x2+1800xP(x) = 3050 - 1200x^2 + 1800x This quadratic function models how the profit changes with the number of units sold.

The marginal profit function is the derivative of P(x)P(x). If P(x)=ax2+bx+cP(x) = ax^2 + bx + c, then: P(x)=2ax+bP'(x) = 2ax + b Substituting the values for aa and bb from the regression equation, you would get the marginal profit function.

9d) Profit is maximized when x=4x = 4.

It seems you calculated that the maximum profit occurs at x=4x = 4. Without further clarification, this likely refers to a specific point on a scaled graph that was obtained through further graphing or algebraic work.

Would you like further clarification on this part, or should I help derive the derivative for marginal profit directly?


Let me know if you would like any additional details or clarifications. Here are 5 related questions to consider next:

  1. How is the quadratic regression formula derived step-by-step for a dataset like this?
  2. What does the marginal profit tell us about how profit changes with each additional unit sold?
  3. Can you explain how second-order derivatives can help in determining whether profit is maximized?
  4. How can profit models like this be used in real business decision-making processes?
  5. What other forms of regression (e.g., linear) could we use to model different types of business data?

Tip: Understanding the relationship between cost, revenue, and profit can help businesses maximize profitability by finding the optimal balance between production and pricing strategies.

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Math Problem Analysis

Mathematical Concepts

Quadratic regression
Average rate of change
Maximizing profit

Formulas

Profit = Revenue - Costs
Average rate of change = (Change in profit) / (Change in quantity)
Quadratic regression equation: P(x) = ax^2 + bx + c
Marginal profit: derivative of the quadratic equation

Theorems

Maximization of profit using the vertex of a quadratic function

Suitable Grade Level

Grades 11-12, College